
import os
import tempfile
import unittest
import uuid
from pathlib import Path

from transformers.testing_utils import get_tests_dir, require_soundfile, require_torch, require_vision
from transformers.tools.agent_types import AgentAudio, AgentImage, AgentText
from transformers.utils import is_soundfile_availble, is_torch_available, is_vision_available


if is_torch_available():
						import torch

if is_soundfile_availble():
						import soundfile as sf

if is_vision_available():
						from PIL import Image




def 							a		(				snake_case__:   List[str]=""   ):


				'''simple docstring'''
				lowercase_	    =   tempfile.mkdtemp()
				return os.path.join(snake_case__		,  str(uuid.uuida()   ) + suffix   )
@require_soundfile
@require_torch
class 					lowercase__(							unittest.TestCase				):



	"""simple docstring"""




	def 		_lowercase    (			self    :     Any			)			->	List[str]:
					lowercase_	    =   torch.rand(1_2			,				dtype=torch.floataa			) - 0.5
					lowercase_	    =   AgentAudio(SCREAMING_SNAKE_CASE_			)
					lowercase_	    =   str(agent_type.to_string()			)

					# Ensure that the tensor and the agent_type's tensor are the same
					self.assertTrue(torch.allclose(SCREAMING_SNAKE_CASE_			,				agent_type.to_raw()			,				atol=1e-4			)			)

					del agent_type

					# Ensure the path remains even after the object deletion
					self.assertTrue(os.path.exists(SCREAMING_SNAKE_CASE_			)			)

					# Ensure that the file contains the same value as the original tensor
					lowercase_    ,      lowercase_	    =   sf.read(SCREAMING_SNAKE_CASE_			)
					self.assertTrue(torch.allclose(SCREAMING_SNAKE_CASE_			,				torch.tensor(SCREAMING_SNAKE_CASE_			)			,				atol=1e-4			)			)




	def 		_lowercase    (			self    :     Optional[Any]			)			->	Optional[int]:
					lowercase_	    =   torch.rand(1_2			,				dtype=torch.floataa			) - 0.5
					lowercase_	    =   get_new_path(suffix='''.wav'''			)
					sf.write(SCREAMING_SNAKE_CASE_			,				SCREAMING_SNAKE_CASE_			,				1_6_0_0_0			)

					lowercase_	    =   AgentAudio(SCREAMING_SNAKE_CASE_			)

					self.assertTrue(torch.allclose(SCREAMING_SNAKE_CASE_			,				agent_type.to_raw()			,				atol=1e-4			)			)
					self.assertEqual(agent_type.to_string()			,				SCREAMING_SNAKE_CASE_			)

@require_vision
@require_torch
class 					lowercase__(							unittest.TestCase				):



	"""simple docstring"""




	def 		_lowercase    (			self    :     Optional[int]			)			->	Union[str, Any]:
					lowercase_	    =   torch.randint(0			,				2_5_6			,				(6_4, 6_4, 3)			)
					lowercase_	    =   AgentImage(SCREAMING_SNAKE_CASE_			)
					lowercase_	    =   str(agent_type.to_string()			)

					# Ensure that the tensor and the agent_type's tensor are the same
					self.assertTrue(torch.allclose(SCREAMING_SNAKE_CASE_			,				agent_type._tensor			,				atol=1e-4			)			)

					self.assertIsInstance(agent_type.to_raw()			,				Image.Image			)

					# Ensure the path remains even after the object deletion
					del agent_type
					self.assertTrue(os.path.exists(SCREAMING_SNAKE_CASE_			)			)
	def 		_lowercase    (			self    :     int			)			->	Tuple:
					lowercase_	    =   Path(get_tests_dir('''fixtures/tests_samples/COCO'''			)			) / '''000000039769.png'''
					lowercase_	    =   Image.open(SCREAMING_SNAKE_CASE_			)
					lowercase_	    =   AgentImage(SCREAMING_SNAKE_CASE_			)

					self.assertTrue(path.samefile(agent_type.to_string()			)			)
					self.assertTrue(image == agent_type.to_raw()			)

					# Ensure the path remains even after the object deletion
					del agent_type
					self.assertTrue(os.path.exists(SCREAMING_SNAKE_CASE_			)			)




	def 		_lowercase    (			self    :     Any			)			->	Any:
					lowercase_	    =   Path(get_tests_dir('''fixtures/tests_samples/COCO'''			)			) / '''000000039769.png'''
					lowercase_	    =   Image.open(SCREAMING_SNAKE_CASE_			)
					lowercase_	    =   AgentImage(SCREAMING_SNAKE_CASE_			)

					self.assertFalse(path.samefile(agent_type.to_string()			)			)
					self.assertTrue(image == agent_type.to_raw()			)

					# Ensure the path remains even after the object deletion
					del agent_type
					self.assertTrue(os.path.exists(SCREAMING_SNAKE_CASE_			)			)

class 					lowercase__(							unittest.TestCase				):



	"""simple docstring"""




	def 		_lowercase    (			self    :     Optional[Any]			)			->	str:
					lowercase_	    =   '''Hey!'''
					lowercase_	    =   AgentText(SCREAMING_SNAKE_CASE_			)

					self.assertEqual(SCREAMING_SNAKE_CASE_			,				agent_type.to_string()			)
					self.assertEqual(SCREAMING_SNAKE_CASE_			,				agent_type.to_raw()			)
					self.assertEqual(SCREAMING_SNAKE_CASE_			,				SCREAMING_SNAKE_CASE_			)






from __future__ import annotations

def a__       (			A_,	A_   ):






  '''simple docstring'''





  if b == 0:
    return (1, 0)
  ((__magic_name__)	,       (__magic_name__))								=			extended_euclid(A_,	a % b   )
  __magic_name__								=			a // b
  return (y, x - k * y)

def a__       (			A_,	A_,	A_,	A_   ):






  '''simple docstring'''





  ((__magic_name__)	,       (__magic_name__))								=			extended_euclid(A_,	A_   )
  __magic_name__								=			na * na
  __magic_name__								=			ra * x * na + ra * y * na
  return (n % m + m) % m

def a__       (			A_,	A_   ):






  '''simple docstring'''





  ((__magic_name__)	,       (__magic_name__))								=			extended_euclid(A_,	A_   )
  if b < 0:
    __magic_name__								=			(b % n + n) % n
  return b

def a__       (			A_,	A_,	A_,	A_   ):






  '''simple docstring'''





  __magic_name__	,       __magic_name__								=			invert_modulo(A_,	A_   ), invert_modulo(A_,	A_   )
  __magic_name__								=			na * na
  __magic_name__								=			ra * x * na + ra * y * na
  return (n % m + m) % m


if __name__ == "__main__":
    from doctest import testmod

    testmod(name='chinese_remainder_theorem', verbose=True)
    testmod(name='chinese_remainder_theorem2', verbose=True)
    testmod(name='invert_modulo', verbose=True)
    testmod(name='extended_euclid', verbose=True)

